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DISTRIBUTED PRIVACY-PRESERVING COMPUTING ON PROTECTED DATA

机译:基于保护数据的分布式隐私保留计算

摘要

The present disclosure relates to techniques for developing artificial intelligence algorithms by distributing analytics to multiple sources of privacy protected, harmonized data. Particularly, aspects are directed to a computer implemented method that includes receiving an algorithm and input data requirements associated with the algorithm, identifying data assets as being available from a data host based on the input data requirements, curating the data assets within a data storage structure that is within infrastructure of the data host, and integrating the algorithm into a secure capsule computing framework. The secure capsule computing framework serves the algorithm to the data assets within the data storage structure in a secure manner that preserves privacy of the data assets and the algorithm. The computer implemented method further includes running the data assets through the algorithm to obtain an inference.
机译:本公开涉及用于通过将分析分布到隐私保护的,协调的数据的多个源来开发人工智能算法的技术。特别地,各方面针对一种计算机实现的方法,该方法包括:接收算法和与该算法相关联的输入数据需求;基于输入数据需求将数据资产标识为可从数据主机获得;在数据存储结构内整理数据资产它位于数据主机的基础架构中,并将算法集成到安全的胶囊计算框架中。安全胶囊计算框架以保护数据资产和算法的私密性的安全方式将算法服务于数据存储结构内的数据资产。该计算机实现的方法进一步包括通过该算法运行数据资产以获得推断。

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